AI GTM & Sales Agent Pipeline

What this system does

• Sources leads from Apify scrapers and Apollo searches into a normalized pipeline.
• Enriches every contact with firmographic, technographic, and intent signals.
• Generates personalized first-touch copy with structured LLM prompts and brand guardrails.
• Sends and tracks outbound through Instantly with deliverability monitoring.
• Classifies replies (interested, objection, unsubscribe, OOO) and routes to the right CRM stage.
• Scores leads continuously based on engagement and enrichment signals.

Why it's an AI system, not just sequences

• Personalization is grounded in real enrichment data, not generic merge fields.
• Reply classification uses an LLM with structured output and confidence thresholds.
• Low-confidence replies get queued for human review instead of mis-routed.
• Every prompt, output, and routing decision is logged for review and iteration.

Status